{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### offline_test 脚本\n",
    "这个book脚本，设计目的是输出sam的分割结果。注意，分割的数据是无标注的数据集。需要人工验证分割效果。\n",
    "这里我们认为，sam的分割效果仍然强于base模型。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/yangshuo/.conda/envs/datawhale/lib/python3.8/site-packages/mmcv/__init__.py:20: UserWarning: On January 1, 2023, MMCV will release v2.0.0, in which it will remove components related to the training process and add a data transformation module. In addition, it will rename the package names mmcv to mmcv-lite and mmcv-full to mmcv. See https://github.com/open-mmlab/mmcv/blob/master/docs/en/compatibility.md for more details.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "from mmseg.apis import init_segmentor, inference_segmentor, show_result_pyplot\n",
    "from mmseg.core.evaluation import get_palette\n",
    "import pandas as pd\n",
    "from tqdm import tqdm\n",
    "import numpy as np\n",
    "import cv2\n",
    "from sklearn.cluster import DBSCAN\n",
    "import torch\n",
    "import matplotlib.pyplot as plt\n",
    "import os.path as osp\n",
    "import glob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 初始模型加载\n",
    "# 不加载弱分割器\n",
    "# 强base分割器加载\n",
    "config_file = '/home/yangshuo/past_comp/DPLBV3P/code/1_SAM/weight/aug_all.py'\n",
    "checkpoint_file = '/home/yangshuo/past_comp/DPLBV3P/code/1_SAM/weight/iter_40000.pth'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/yangshuo/.conda/envs/datawhale/lib/python3.8/site-packages/mmsegmentation-0.30.0-py3.8.egg/mmseg/models/decode_heads/decode_head.py:94: UserWarning: For binary segmentation, we suggest using`out_channels = 1` to define the outputchannels of segmentor, and use `threshold`to convert seg_logist into a predictionapplying a threshold\n",
      "  warnings.warn('For binary segmentation, we suggest using'\n",
      "/home/yangshuo/.conda/envs/datawhale/lib/python3.8/site-packages/mmsegmentation-0.30.0-py3.8.egg/mmseg/models/losses/cross_entropy_loss.py:235: UserWarning: Default ``avg_non_ignore`` is False, if you would like to ignore the certain label and average loss over non-ignore labels, which is the same with PyTorch official cross_entropy, set ``avg_non_ignore=True``.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "load checkpoint from local path: /home/yangshuo/past_comp/DPLBV3P/code/1_SAM/weight/iter_40000.pth\n"
     ]
    }
   ],
   "source": [
    "# 初始模型初始化\n",
    "model = init_segmentor(config_file, checkpoint_file, device='cuda:0')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # sam的加载和初始化\n",
    "# sam_checkpoint = \"/home/yangshuo/past_comp/segment-anything/pretrain/sam_vit_h_4b8939.pth\"\n",
    "# device = \"cuda:1\"\n",
    "# model_type = \"default\"\n",
    "# import sys\n",
    "# sys.path.append(\"..\")\n",
    "# from segment_anything import sam_model_registry, SamPredictor\n",
    "\n",
    "# sam = sam_model_registry[model_type](checkpoint=sam_checkpoint)\n",
    "# sam.to(device=device)\n",
    "\n",
    "# predictor = SamPredictor(sam)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 第一个有标注数据集的路径\n",
    "# no_label_imgs_path = '/data/yangshuo/DPLABV3P/Ali_building_2class/test_a'\n",
    "# images = glob.glob(no_label_imgs_path + '/*.jpg')  # 读取所有的jpg\n",
    "\n",
    "# 第二个无标注数据集的路径\n",
    "no_label_imgs_path = '/data/yangshuo/DPLABV3P/dfc/img'\n",
    "images = glob.glob(no_label_imgs_path + '/*.tif')  # 读取所有的tif\n",
    "\n",
    "output_path = '/data/yangshuo/DPLABV3P/strong_baseline'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5941_77.0443.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.2947_-81.6341.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2816_120.7289.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4145_2.2099.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4238_130.8834.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5286_13.4620.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6700_12.5616.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4902_13.5081.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5720_77.0537.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3002_120.7585.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5314_13.4619.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Barcelona_41.3774_2.1583.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Barcelona_41.3967_2.1479.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.2970_-81.6511.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4722_139.6683.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Copenhagen_55.6922_12.6043.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_SaoPaulo_-23.5162_-46.6395.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_NewYork_40.7253_-73.9287.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4130_2.1994.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_SaoPaulo_-23.5162_-46.6380.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.2927_120.7676.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4511_139.6917.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8378_-47.8828.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7289_-117.2435.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3160_-81.6632.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4680_139.6736.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3150_-81.6457.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4229_2.2049.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4855_139.6784.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4855_139.6767.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4225_130.8688.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5290_13.4897.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Copenhagen_55.6895_12.6094.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5133_13.4824.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6814_12.5450.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Barcelona_41.3835_2.1500.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5110_13.4802.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Rio_-22.9119_-43.1741.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5225_13.4729.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7261_-117.2434.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7401_-73.9952.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5989_77.0444.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4243_2.2030.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4145_2.2069.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8390_-47.8980.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_NewYork_40.7266_-73.9213.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.2904_120.7406.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.2941_120.7167.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_SaoPaulo_-23.5147_-46.6472.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3056_120.7147.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoPaulo_-23.5187_-46.6310.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.2904_120.7377.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.3987_130.8880.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8530_-47.8874.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6829_12.5627.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4694_139.6684.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5022_13.4975.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Jacksonville_30.3318_-81.6711.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4122_2.1994.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4158_2.1956.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7345_-73.9971.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5964_77.0475.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4268_130.8558.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7343_-73.9816.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Rio_-22.9118_-43.1970.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4278_130.8766.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Brasilia_-15.8652_-47.9366.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Rio_-22.9097_-43.1971.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5355_13.4913.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4267_130.8794.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6923_12.5821.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4267_130.8766.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6951_12.5575.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Brasilia_-15.8707_-47.9279.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6770_12.5343.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7360_-74.0053.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2693_120.7325.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4955_13.4954.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4565_139.6951.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4868_139.6733.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4519_139.6687.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.3962_130.8866.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5760_77.0510.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4722_139.6701.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6819_12.5827.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4278_130.8780.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4314_130.8887.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8422_-47.9138.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4904_13.4933.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4266_130.8823.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Barcelona_41.3877_2.1480.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Rio_-22.9063_-43.1788.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4314_130.8915.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Rio_-22.9111_-43.1955.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4214_2.1937.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2722_120.7550.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.7986_-1.0963.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3189_-81.6588.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5261_13.4558.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4229_2.1993.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7387_-73.9934.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6867_12.5824.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.3976_130.8837.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Sydney_-33.8621_151.1956.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4215_2.2030.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Brasilia_-15.8667_-47.9308.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4813_139.6832.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4900_13.4933.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Rio_-22.9096_-43.1940.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7372_-73.9816.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4376_2.2095.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Copenhagen_55.6938_12.6116.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4991_13.4339.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.2949_120.7586.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3140_120.7582.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4279_130.8504.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4548_139.6704.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.2976_120.7707.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4955_13.4977.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Sydney_-33.8621_151.1926.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Rio_-22.8986_-43.1691.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.7896_-1.0967.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5186_13.4845.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Rio_-22.9083_-43.1986.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.7971_-1.0919.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoPaulo_-23.5230_-46.6298.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Jacksonville_30.3318_-81.6663.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.3934_130.8837.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7333_-73.9816.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4826_139.6699.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_SaoPaulo_-23.5133_-46.6441.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.8266_-1.0516.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3202_-81.6649.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8559_-47.8794.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Rio_-22.9118_-43.1986.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4981_13.5078.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Brasilia_-15.8653_-47.9322.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7275_-117.2378.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4737_139.6804.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_SaoPaulo_-23.5119_-46.6441.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4315_130.8795.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2800_120.7207.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5965_77.0412.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5388_13.4429.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8426_-47.8829.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.7943_-1.0734.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.3919_130.8865.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8559_-47.8819.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4840_139.6750.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Copenhagen_55.6965_12.6090.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4779_139.6803.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4812_139.6716.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_SaoPaulo_-23.5120_-46.6380.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5158_13.4864.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7122_-117.2473.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5393_13.4802.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4956_13.5018.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Barcelona_41.3774_2.1519.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5851_77.0457.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5186_13.4863.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2815_120.7273.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Barcelona_41.3835_2.1481.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.3871_130.8879.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3037_-81.6391.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5927_77.0475.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.3987_130.8866.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8346_-47.9122.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4605_139.6771.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5899_77.0426.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5373_13.4406.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoLuis_-2.5302_-44.2960.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4187_2.2068.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Copenhagen_55.6859_12.6220.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4981_13.5088.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Jacksonville_30.3247_-81.6727.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.2903_120.7345.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_AddisAbaba_9.0343_38.6952.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.2981_-81.6423.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Barcelona_41.3821_2.1481.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4898_139.6831.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Rio_-22.9063_-43.1803.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.7946_-1.0898.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4621_139.6950.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6971_12.5879.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Jacksonville_30.3304_-81.6679.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_NewDelhi_28.5515_77.1224.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5055_13.4928.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.7828_-1.0619.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4562_139.6738.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5418_13.4598.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4606_139.6915.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4520_139.6738.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4534_139.6721.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5759_77.0538.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_NewDelhi_28.5557_77.1225.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5224_13.4559.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.8279_-1.0498.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_AddisAbaba_9.0329_38.6967.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Barcelona_41.3939_2.1498.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_NewYork_40.7196_-73.9270.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4919_13.5080.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.7857_-1.0968.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6979_12.5574.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3023_-81.6342.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Brasilia_-15.8667_-47.9279.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoPaulo_-23.5244_-46.6341.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2793_120.7597.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2704_120.7324.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5374_13.4470.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3009_-81.6379.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.7815_-1.0642.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3106_120.7612.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3188_-81.6665.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8468_-47.8818.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Barcelona_41.3787_2.1583.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4882_139.6698.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4620_139.6864.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.2908_120.7377.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7344_-73.9902.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7317_-117.2418.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoPaulo_-23.5244_-46.6310.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.8267_-1.0583.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Sydney_-33.8663_151.1925.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoPaulo_-23.5216_-46.6298.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3204_-81.6425.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6745_12.5345.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Jacksonville_30.3318_-81.6630.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6797_12.5292.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.2904_120.7394.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3104_120.7494.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoLuis_-2.5302_-44.2946.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6957_12.5868.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7250_-117.2307.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4883_139.6831.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Copenhagen_55.6968_12.6214.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8373_-47.9166.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_NewYork_40.7267_-73.9342.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_AddisAbaba_9.0357_38.6952.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5272_13.4557.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5096_13.4802.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5376_13.4617.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4226_130.8504.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4736_139.6700.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7334_-73.9990.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7374_-74.0071.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4633_139.6805.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_NewYork_40.7225_-73.9269.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4145_2.2050.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5350_13.4509.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4694_139.6735.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4300_130.8901.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3070_120.7147.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5745_77.0538.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3217_-81.6617.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5237_13.4535.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoLuis_-2.5302_-44.2988.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6798_12.5342.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.3918_130.9006.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6971_12.5843.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Jacksonville_30.3233_-81.6695.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3203_-81.6457.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3104_120.7461.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5186_13.4799.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4840_139.6699.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoPaulo_-23.5321_-46.6244.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5355_13.4895.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Barcelona_41.3911_2.1480.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7165_-117.2456.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Copenhagen_55.6924_12.6117.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6756_12.5320.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.8238_-1.0539.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.2966_120.7166.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5720_77.0509.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8530_-47.8830.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4994_13.4976.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7344_-73.9853.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5422_13.4911.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_SaoPaulo_-23.5162_-46.6338.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6812_12.5510.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Jacksonville_30.3262_-81.6646.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4186_2.1993.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2764_120.7549.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3089_120.7429.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoPaulo_-23.5254_-46.6341.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5333_13.4997.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.8010_-1.0754.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2750_120.7549.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5349_13.4430.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Copenhagen_55.6923_12.6068.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5144_13.4864.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4694_139.6718.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4225_130.8702.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5362_13.4577.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4933_13.5080.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5795_77.0440.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Copenhagen_55.6924_12.6142.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3016_120.7601.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5899_77.0410.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3190_-81.6343.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.2995_-81.6456.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.7983_-1.0777.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7317_-117.2361.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoLuis_-2.5355_-44.2960.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6957_12.5880.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8492_-47.8923.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7289_-117.2361.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8544_-47.8845.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Barcelona_41.3911_2.1499.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6978_12.5524.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5417_13.4552.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5361_13.4531.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_NewYork_40.7238_-73.9250.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3085_120.7192.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4211_130.8716.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7386_-73.9871.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4130_2.1957.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4122_2.2069.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4592_139.6933.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.2910_-81.6586.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Copenhagen_55.6859_12.6196.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.3857_130.8836.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4910_139.6715.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.2933_-81.6351.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Copenhagen_55.6912_12.6261.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4228_2.1974.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.7829_-1.0641.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4253_130.8702.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Copenhagen_55.6982_12.6238.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5319_13.4998.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7333_-73.9872.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.2946_-81.6586.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.3896_130.8865.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3139_120.7533.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5975_77.0428.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_AddisAbaba_9.0314_38.7392.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3038_-81.6342.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_NewYork_40.7168_-73.9196.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4604_139.6720.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5070_13.5014.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3056_120.7164.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.6004_77.0412.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_NewDelhi_28.5543_77.1194.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.7815_-1.0686.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_NewYork_40.7169_-73.9325.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5351_13.4578.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7372_-73.9901.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_NewYork_40.7196_-73.9214.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5942_77.0411.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4939_13.4364.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_NewYork_40.7224_-73.9214.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoLuis_-2.5316_-44.2960.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Brasilia_-15.8653_-47.9308.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6882_12.5885.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5387_13.4383.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4186_2.1937.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.3842_130.9007.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3105_120.7550.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5084_13.4996.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5043_13.4781.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_NewDelhi_28.5515_77.1209.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8530_-47.8845.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Jacksonville_30.3290_-81.6598.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7344_-73.9871.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Copenhagen_55.6978_12.6039.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5136_13.5083.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.3843_130.8851.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4607_139.6933.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3048_120.7508.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6723_12.5515.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3057_120.7193.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.2942_120.7195.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3217_-81.6649.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Sydney_-33.8663_151.1955.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_NewYork_40.7168_-73.9270.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Jacksonville_30.3262_-81.6597.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.7943_-1.0756.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.7922_-1.0860.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Rio_-22.9063_-43.1730.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5989_77.0460.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.3962_130.8837.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5913_77.0411.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8544_-47.8830.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4618_139.6702.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3009_-81.6495.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5098_13.4950.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3036_-81.6587.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_SaoPaulo_-23.5105_-46.6425.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5851_77.0410.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4910_139.6698.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7358_-73.9871.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4253_130.8731.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.8010_-1.0731.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8360_-47.9137.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2693_120.7292.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4655_139.6702.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5044_13.4868.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4765_139.6752.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Brasilia_-15.8706_-47.9367.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5898_77.0486.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2718_120.7324.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7385_-73.9797.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7137_-117.2456.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5189_13.5071.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6941_12.5601.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5054_13.4827.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3218_-81.6425.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7358_-73.9853.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4883_139.6767.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5054_13.4850.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.2967_120.7195.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6770_12.5512.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoLuis_-2.5344_-44.2960.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4242_2.1937.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Rio_-22.9068_-43.1971.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Brasilia_-15.8653_-47.9293.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Copenhagen_55.6981_12.6188.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoPaulo_-23.5201_-46.6325.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4122_2.2050.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3037_-81.6544.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.2912_-81.6341.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_SaoPaulo_-23.5105_-46.6441.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.7999_-1.0940.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.8225_-1.0584.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8401_-47.8951.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3161_-81.6392.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4367_2.2010.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4131_2.2099.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3140_120.7598.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4201_2.2098.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7344_-73.9916.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2765_120.7601.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5401_13.4382.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2723_120.7602.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoPaulo_-23.5278_-46.6259.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4803_139.6832.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_SaoPaulo_-23.5133_-46.6456.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2702_120.7243.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4803_139.6820.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5272_13.4603.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Jacksonville_30.3262_-81.6630.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.7969_-1.0777.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4563_139.6806.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4240_130.8504.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8424_-47.8980.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6771_12.5412.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6957_12.5844.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4314_130.8901.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7275_-117.2405.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5276_13.4875.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Rio_-22.9077_-43.1803.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Jacksonville_30.3318_-81.6598.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.2961_120.7658.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5006_13.4362.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.8251_-1.0517.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Rio_-22.9028_-43.1706.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6783_12.5293.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3218_-81.6392.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Sydney_-33.8649_151.1955.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_NewYork_40.7239_-73.9287.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4391_2.2095.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3161_-81.6588.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.2969_-81.6543.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.7984_-1.0857.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4708_139.6718.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Copenhagen_55.6936_12.6042.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5359_13.4384.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3150_-81.6441.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5360_13.4470.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4300_130.8926.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4605_139.6806.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4633_139.6788.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_AddisAbaba_9.0338_38.7359.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4963_13.4294.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8451_-47.9098.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6699_12.5566.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5040_13.4361.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Jacksonville_30.3290_-81.6630.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Brasilia_-15.8681_-47.9308.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2821_120.7580.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5784_77.0456.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8436_-47.9138.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.2989_120.7691.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2800_120.7224.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4212_130.8547.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8573_-47.8820.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4229_2.2086.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5023_13.5076.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2758_120.7208.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_AddisAbaba_9.0525_38.6976.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.2987_120.7569.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_AddisAbaba_9.0136_38.7361.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4826_139.6733.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.2933_-81.6341.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7250_-117.2484.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5374_13.4452.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8479_-47.9109.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3061_-81.6342.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7151_-117.2440.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4695_139.6804.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4224_130.8834.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8489_-47.9153.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3160_-81.6616.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3032_120.7193.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5351_13.4618.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4764_139.6717.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4920_13.5090.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.3843_130.8822.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3009_-81.6407.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4577_139.6806.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5172_13.4823.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4854_139.6681.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2773_120.7257.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoPaulo_-23.5254_-46.6372.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4993_13.4930.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6814_12.5457.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4277_130.8809.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Brasilia_-15.8681_-47.9294.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Brasilia_-15.8706_-47.9323.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5354_13.4803.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5349_13.4453.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4280_130.8490.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5272_13.4580.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.8011_-1.0798.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.3828_130.9007.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.2970_-81.6439.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5098_13.5013.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.2981_-81.6456.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5222_13.4458.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_NewDelhi_28.5529_77.1194.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4314_130.8823.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5394_13.4912.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4536_139.6934.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5351_13.4555.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.6017_77.0461.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.8238_-1.0562.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4315_130.8780.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5056_13.4997.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Rio_-22.9068_-43.1925.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2731_120.7275.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5277_13.4999.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.2990_120.7707.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4565_139.6968.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4224_130.8765.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_NewYork_40.7210_-73.9214.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_NewDelhi_28.5557_77.1210.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Rio_-22.9091_-43.1772.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4314_130.8872.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7275_-117.2484.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7303_-117.2378.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.2995_-81.6423.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8450_-47.9109.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4736_139.6718.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Jacksonville_30.3318_-81.6695.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4980_13.5017.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Barcelona_41.3773_2.1482.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3036_120.7447.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5046_13.5015.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4315_130.8809.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4404_2.2047.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7400_-73.9834.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2718_120.7353.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4145_2.2087.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6812_12.5341.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4187_2.2012.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoPaulo_-23.5229_-46.6371.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4252_130.8823.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.2989_120.7658.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2746_120.7352.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3086_-81.6352.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.2994_120.7132.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6766_12.5855.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4932_13.4932.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_AddisAbaba_9.0343_38.6967.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Copenhagen_55.6856_12.6047.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7372_-73.9853.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5402_13.4428.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7387_-73.9971.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3041_120.7115.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Barcelona_41.3967_2.1442.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.7909_-1.0900.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4590_139.6737.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4709_139.6821.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4375_2.1935.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3139_120.7549.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4897_139.6749.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Jacksonville_30.3234_-81.6662.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Jacksonville_30.3318_-81.6728.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3103_120.7429.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_NewYork_40.7169_-73.9288.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4238_130.8808.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7346_-74.0090.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6856_12.5850.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3149_-81.6649.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4619_139.6754.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4548_139.6738.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Rio_-22.9039_-43.1685.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4564_139.6933.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5850_77.0473.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Jacksonville_30.3276_-81.6711.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4243_2.2011.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.7007_12.5572.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4301_130.8780.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3050_120.7584.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7385_-73.9783.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5304_13.4874.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5319_13.4952.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.2932_-81.6598.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5885_77.0426.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6791_12.5854.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_AddisAbaba_9.0520_38.6962.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8392_-47.8828.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.2989_120.7674.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6813_12.5366.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5327_13.4509.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3160_-81.6649.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4869_139.6784.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_SaoPaulo_-23.5119_-46.6456.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5096_13.4848.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4963_13.4317.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5054_13.4383.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5317_13.4805.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4269_130.8490.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.2995_-81.6482.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4210_130.8834.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2697_120.7550.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2803_120.7351.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoLuis_-2.5330_-44.2939.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoPaulo_-23.5215_-46.6356.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8478_-47.9153.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3091_120.7507.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4390_2.1991.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2718_120.7340.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3129_120.7611.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4656_139.6753.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_NewYork_40.7266_-73.9183.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5731_77.0537.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.2919_120.7223.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8391_-47.8886.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4201_2.2012.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3149_-81.6632.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Rio_-22.9119_-43.1757.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Barcelona_41.3821_2.1519.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoPaulo_-23.5255_-46.6299.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6833_12.5826.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4277_130.8834.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4551_139.6968.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.2902_120.7301.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4722_139.6735.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Copenhagen_55.6896_12.6144.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4130_2.1975.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4904_13.4979.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7261_-117.2484.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8439_-47.8922.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4172_2.1975.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3022_-81.6587.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.8214_-1.0585.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5261_13.4604.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5070_13.4974.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5185_13.4753.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Jacksonville_30.3304_-81.6614.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4779_139.6786.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7402_-74.0034.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4694_139.6701.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7359_-73.9934.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2765_120.7598.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7112_-117.2440.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4591_139.6823.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6951_12.5551.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5305_13.4998.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.2981_-81.6482.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7317_-117.2468.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4681_139.6834.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7374_-74.0052.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_NewYork_40.7196_-73.9233.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.7895_-1.0900.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5046_13.5053.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Copenhagen_55.6940_12.6216.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.3976_130.8823.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3015_120.7569.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.7012_12.5815.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3078_120.7583.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoLuis_-2.5330_-44.2946.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4510_139.6739.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8465_-47.9098.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6745_12.5320.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5226_13.4706.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoPaulo_-23.5307_-46.6244.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4634_139.6835.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Jacksonville_30.3332_-81.6712.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4576_139.6686.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2761_120.7352.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3092_120.7567.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_AddisAbaba_9.0161_38.7361.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Jacksonville_30.3276_-81.6646.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Jacksonville_30.3248_-81.6695.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5109_13.4756.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4854_139.6716.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4186_2.1975.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_AddisAbaba_9.0314_38.7373.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.2994_-81.6527.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3009_-81.6511.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5085_13.5051.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Brasilia_-15.8695_-47.9278.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6773_12.5630.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7359_-73.9953.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5147_13.5082.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8493_-47.8859.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.3886_130.8822.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4229_2.2068.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3009_-81.6440.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_SaoPaulo_-23.5161_-46.6441.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5912_77.0487.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7289_-117.2344.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.2947_-81.6351.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4902_13.5090.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4578_139.6899.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2779_120.7597.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.8239_-1.0584.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8335_-47.8871.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.3976_130.8866.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3008_120.7165.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Rio_-22.9105_-43.1730.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5200_13.4862.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5359_13.4407.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5081_13.4336.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.3829_130.8879.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5053_13.4314.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4901_13.5020.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_AddisAbaba_9.0189_38.7361.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Jacksonville_30.3276_-81.6695.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.2962_120.7720.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5069_13.4928.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5822_77.0485.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2717_120.7275.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4992_13.4362.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_SaoPaulo_-23.5149_-46.6338.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2774_120.7306.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.3857_130.8865.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.2905_120.7240.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Copenhagen_55.6965_12.6065.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5189_13.5048.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Brasilia_-15.8694_-47.9381.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5006_13.4385.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.8251_-1.0500.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4966_13.4977.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5874_77.0442.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6946_12.5819.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3125_120.7339.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.7954_-1.0717.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5271_13.4511.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Jacksonville_30.3234_-81.6678.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_NewYork_40.7252_-73.9183.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4533_139.6687.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4534_139.6738.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4520_139.6721.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Jacksonville_30.3228_-81.6711.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5172_13.4800.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3092_120.7599.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6812_12.5316.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5199_13.4776.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.8266_-1.0560.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7289_-117.2418.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_AddisAbaba_9.0520_38.6988.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3140_120.7566.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4239_130.8731.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.3948_130.8823.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3071_120.7180.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Jacksonville_30.3228_-81.6585.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3036_-81.6615.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6785_12.5561.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Rio_-22.9028_-43.1685.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Copenhagen_55.6951_12.6066.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Jacksonville_30.3228_-81.6695.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Barcelona_41.3788_2.1599.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3062_120.7462.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5067_13.4780.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6757_12.5369.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7318_-117.2307.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8530_-47.8819.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2806_120.7548.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5314_13.4556.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.3896_130.8891.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4266_130.8834.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Rio_-22.9105_-43.1705.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3037_-81.6528.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.7923_-1.0899.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7122_-117.2456.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5221_13.4389.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5029_13.4402.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8531_-47.8794.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Barcelona_41.3863_2.1462.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5112_13.4972.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_AddisAbaba_9.0296_38.6952.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4666_139.6719.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4938_13.4295.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5021_13.4929.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8454_-47.8829.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5314_13.4602.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5240_13.4729.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4607_139.6984.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5874_77.0426.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5084_13.5014.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4215_2.2098.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6777_12.5830.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7275_-117.2434.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Copenhagen_55.6939_12.6166.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4736_139.6683.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4855_139.6802.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4144_2.1938.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4709_139.6787.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8402_-47.8922.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4802_139.6734.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Copenhagen_55.6911_12.6192.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5292_13.5022.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4536_139.6899.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5823_77.0425.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5260_13.4512.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.7881_-1.0923.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3009_-81.6342.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6785_12.5411.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Jacksonville_30.3228_-81.6662.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3022_-81.6560.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoLuis_-2.5330_-44.2974.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6772_12.5586.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5850_77.0486.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5236_13.4388.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2746_120.7323.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7112_-117.2490.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.2952_120.7134.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6856_12.5825.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5023_13.5086.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5964_77.0488.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7402_-74.0071.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8559_-47.8795.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoPaulo_-23.5215_-46.6371.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5975_77.0460.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_SaoPaulo_-23.5106_-46.6395.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5320_13.5062.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5028_13.4338.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3084_120.7130.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4301_130.8794.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7358_-73.9902.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4737_139.6786.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4750_139.6683.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_NewYork_40.7157_-73.9307.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Brasilia_-15.8706_-47.9352.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8331_-47.9151.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8402_-47.8887.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6980_12.5617.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4900_13.4910.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2815_120.7240.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8545_-47.8795.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_SaoPaulo_-23.5148_-46.6395.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7122_-117.2490.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2787_120.7273.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5044_13.4905.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5147_13.5049.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4224_130.8794.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5042_13.4758.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3174_-81.6616.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.2919_-81.6351.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4965_13.4931.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4802_139.6751.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.7866_-1.0862.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7289_-117.2484.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5285_13.4511.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2802_120.7306.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Barcelona_41.3786_2.1444.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8491_-47.8952.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7151_-117.2456.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4211_130.8673.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4535_139.6865.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6993_12.5573.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4254_130.8547.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5276_13.4898.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6784_12.5343.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5236_13.4434.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4267_130.8674.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4901_13.5002.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.8267_-1.0605.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.8011_-1.0820.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6896_12.5884.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Rio_-22.9120_-43.1787.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Rio_-22.9097_-43.1986.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7179_-117.2440.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3217_-81.6600.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6800_12.5585.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Barcelona_41.3877_2.1499.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4404_2.2028.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7386_-73.9815.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5975_77.0444.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6950_12.5501.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8482_-47.8873.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7303_-117.2435.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4576_139.6720.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5941_77.0427.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5144_13.4801.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3105_120.7534.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoPaulo_-23.5187_-46.6325.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Jacksonville_30.3290_-81.6646.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoPaulo_-23.5335_-46.6214.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3037_-81.6511.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Rio_-22.9055_-43.1986.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_SaoPaulo_-23.5148_-46.6380.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5361_13.4508.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.2966_120.7182.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2793_120.7581.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoPaulo_-23.5321_-46.6259.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4751_139.6833.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4389_2.1935.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2774_120.7290.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4243_2.2086.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4562_139.6686.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2817_120.7338.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewYork_40.7335_-74.0108.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5223_13.4475.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4211_130.8687.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5408_13.4911.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4592_139.6916.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3037_-81.6424.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4917_13.4460.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4950_13.4404.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Sydney_-33.8620_151.1892.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.7998_-1.0874.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.7985_-1.0896.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4314_130.8858.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7179_-117.2473.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8491_-47.8981.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_AddisAbaba_9.0343_38.6977.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.2989_120.7641.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoPaulo_-23.5187_-46.6340.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4579_139.6967.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4225_130.8716.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6994_12.5597.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.2921_120.7344.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.4253_130.8742.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.2970_-81.6495.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8361_-47.9072.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.2975_120.7642.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5158_13.4823.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5837_77.0409.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4918_13.5002.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5021_13.4906.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_NewYork_40.7156_-73.9252.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6757_12.5413.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoPaulo_-23.5188_-46.6298.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Copenhagen_55.6739_12.5613.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.3076_120.7478.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5221_13.4435.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4995_13.5054.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3023_-81.6407.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.2970_-81.6423.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_NewDelhi_28.5823_77.0441.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2760_120.7307.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Barcelona_41.3939_2.1531.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoPaulo_-23.5335_-46.6202.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Sydney_-33.8620_151.1909.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2736_120.7549.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4229_2.2098.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4883_139.6750.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Sydney_-33.8677_151.1925.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3203_-81.6441.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4550_139.6882.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SanDiego_32.7165_-117.2490.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5175_13.5048.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Copenhagen_55.6911_12.6217.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5226_13.4752.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4680_139.6770.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8422_-47.9097.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Copenhagen_55.6883_12.6219.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5043_13.4827.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.3829_130.8850.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Copenhagen_55.6858_12.6146.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_NewYork_40.7156_-73.9233.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Brasilia_-15.8401_-47.8965.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_AddisAbaba_9.0147_38.7359.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_NewYork_40.7225_-73.9288.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4964_13.4386.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2759_120.7290.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.4967_13.5078.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5134_13.4865.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Berlin_52.5291_13.4976.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_SaoLuis_-2.5288_-44.2946.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_NewYork_40.7211_-73.9343.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.3987_130.8852.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.2970_-81.6341.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2801_120.7273.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Suzhou_31.2773_120.7241.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Darwin_-12.3857_130.8879.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Jacksonville_30.3228_-81.6613.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Suzhou_31.2906_120.7289.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Portsmouth_50.7982_-1.0755.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Barcelona_41.3900_2.1480.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Tokyo_35.4812_139.6768.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4201_2.2087.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Jacksonville_30.3233_-81.6727.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_NewYork_40.7157_-73.9289.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/SV_Jacksonville_30.3218_-81.6409.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_NewYork_40.7211_-73.9306.tif',\n",
       " '/data/yangshuo/DPLABV3P/dfc/img/GF2_Barcelona_41.4367_2.2047.tif',\n",
       " ...]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 3578/3578 [02:02<00:00, 29.18it/s]\n"
     ]
    }
   ],
   "source": [
    "for idx, name in enumerate(tqdm(images)):\n",
    "    image = cv2.imread(name)\n",
    "    image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n",
    "    \n",
    "\n",
    "    # 获得初始推理\n",
    "    result = inference_segmentor(model, name)  \n",
    "\n",
    "    img = np.array(result[0]) \n",
    "\n",
    "\n",
    "\n",
    "    # 设置布尔数组和保存的文件名\n",
    "    file_name = name.split('/')[-1][:-3] + 'png'\n",
    "\n",
    "\n",
    "    # 将布尔数组转化为8位深度的单通道像素矩阵，并赋予真值255，假值0\n",
    "    bool_array_8bit = img.astype(np.uint8) * 255\n",
    "\n",
    "    # 将像素矩阵保存为png图片\n",
    "    cv2.imwrite(osp.join(output_path , file_name ), bool_array_8bit)  # 直接是可视化的结果\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
